为加纳教师教育打造可落地的负责任AI助教系统
GenAITEd Ghana: A First-of-Its-Kind Context-Aware and Curriculum-Aligned Conversational AI Agent for Teacher Education
- 构建多智能体对话系统,融合课程与伦理约束
- 专家评估显示其符合加纳教学实际且促进师生互动
- 适合教育AI本土化、教师培训与政策制定者参考
全球框架日益倡导教育中负责任的人工智能,但对如何在实际教师教育体系中实现伦理、文化响应和课程对齐的AI缺乏具体指导,尤其在南半球国家。本研究通过设计与评估GenAITEd Ghana——一款面向加纳教师教育的上下文感知、区域定制的对话式AI原型,填补了这一空白。基于设计科学方法,系统以加纳教育学院组织逻辑和国家课程与评估委员会(NaCCA)框架为依据,构建了模拟学校的数字基础设施。GenAITEd Ghana采用多智能体、检索增强的对话架构,协调课程导向对话、自动语音识别、语音合成与多媒体交互。嵌入两种提示路径:系统级提示确保课程边界、伦理限制与教师监督;交互级半自动化提示通过澄清、确认与引导生成结构化教学对话。评估表明系统有效践行透明性、问责制、文化响应、隐私保护与人类监督等负责任AI原则。专家评估确认其适用于加纳教师教育,能提升学生参与度并维护教师专业权威。挑战包括模型整合持续优化、教师专业发展及批判性AI素养培养,以降低过度依赖风险。
原文摘要 · Abstract (English)
Global frameworks increasingly advocate for Responsible Artificial Intelligence (AI) in education, yet they provide limited guidance on how ethical, culturally responsive, and curriculum-aligned AI can be operationalized within functioning teacher education systems, particularly in the Global South. This study addresses this gap through the design and evaluation of GenAITEd Ghana, a context-aware, region-specific conversational AI prototype developed to support teacher education in Ghana. Guided by a Design Science Research approach, the system was developed as a school-mimetic digital infrastructure aligned with the organizational logic of Ghanaian Colleges of Education and the National Council for Curriculum and Assessment (NaCCA) framework. GenAITEd Ghana operates as a multi-agent, retrieval-augmented conversational AI that coordinates multiple models for curriculum-grounded dialogue, automatic speech recognition, voice synthesis, and multimedia interaction. Two complementary prompt pathways were embedded: system-level prompts that enforce curriculum boundaries, ethical constraints, and teacher-in-the-loop oversight, and interaction-level semi-automated prompts that structure live pedagogical dialogue through clarification, confirmation, and guided response generation. Evaluation findings show that the system effectively enacted key Responsible AI principles, including transparency, accountability, cultural responsiveness, privacy, and human oversight. Human expert evaluations further indicated that GenAITEd Ghana is pedagogically appropriate for Ghanaian teacher education, promoting student engagement while preserving educators' professional authority. Identified challenges highlight the need for continued model integration, professional development, and critical AI literacy to mitigate risks of over-reliance.
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